Country Profiling Report

Dataset statistics

Number of variables	25
Number of observations	180
Missing cells	248
Missing cells (%)	5.5%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	55.2 KiB
Average record size in memory	314.1 B

Variable types

NUM	22
CAT	3

Warnings

`Government_Effectiveness` is highly correlated with `Corruption` and 1 other fields	High correlation
`Corruption` is highly correlated with `Government_Effectiveness` and 1 other fields	High correlation
`Rule_of_Law` is highly correlated with `Corruption` and 1 other fields	High correlation
`Population` is highly correlated with `Labour Force Total` and 1 other fields	High correlation
`Labour Force Total` is highly correlated with `Population` and 1 other fields	High correlation
`Urban Population` is highly correlated with `Labour Force Total` and 1 other fields	High correlation
`Fertility_Rate` has 6 (3.3%) missing values	Missing
`Corruption` has 3 (1.7%) missing values	Missing
`Government_Effectiveness` has 3 (1.7%) missing values	Missing
`Rule_of_Law` has 3 (1.7%) missing values	Missing
`Government_Healthcare_Spend` has 10 (5.6%) missing values	Missing
`Urban_Population` has 62 (34.4%) missing values	Missing
`Smoking_Prevalence` has 42 (23.3%) missing values	Missing
`Tourism` has 34 (18.9%) missing values	Missing
`Women_In_Parliament` has 3 (1.7%) missing values	Missing
`Obesity_Rate` has 4 (2.2%) missing values	Missing
`Year` has 7 (3.9%) missing values	Missing
`Diabetes Prevelance % of Population 20-79` has 7 (3.9%) missing values	Missing
`Labour Force Total` has 13 (7.2%) missing values	Missing
`Population` has 8 (4.4%) missing values	Missing
`Population Aged 65 and above % of Total` has 10 (5.6%) missing values	Missing
`Urban Population` has 8 (4.4%) missing values	Missing
`Death Rate Per 1000 (2017)` has 9 (5.0%) missing values	Missing
`PM2.5 air pollution, mean annual exposure (micrograms per cubic meter) (2017)` has 7 (3.9%) missing values	Missing
`PM2.5 air pollution, population exposed to levels exceeding WHO guideline value (% of total) (2017)` has 7 (3.9%) missing values	Missing
`df_index` has unique values	Unique
`Country` has unique values	Unique
`PM2.5 air pollution, population exposed to levels exceeding WHO guideline value (% of total) (2017)` has 6 (3.3%) zeros	Zeros

Reproduction

Analysis started	2020-10-15 22:40:59.038872
Analysis finished	2020-10-15 22:42:28.346997
Duration	1 minute and 29.31 seconds
Software version	pandas-profiling v2.9.0
Download configuration	config.yaml

df_index
Real number (ℝ_≥0)

UNIQUE

Distinct	180
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	20898.44444
Minimum	0
Maximum	41581
Zeros	1
Zeros (%)	0.6%
Memory size	1.5 KiB

Quantile statistics

Minimum	0
5-th percentile	2159.9
Q1	10265.5
median	21063.5
Q3	31477.5
95-th percentile	39463.1
Maximum	41581
Range	41581
Interquartile range (IQR)	21212

Descriptive statistics

Standard deviation	12136.817
Coefficient of variation (CV)	0.5807521718
Kurtosis	-1.214059344
Mean	20898.44444
Median Absolute Deviation (MAD)	10685.5
Skewness	-0.00376174743
Sum	3761720
Variance	147302326.9
Monotocity	Strictly increasing

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
22419	1	0.6%
37708	1	0.6%
25180	1	0.6%
15868	1	0.6%
39036	1	0.6%
23372	1	0.6%
33683	1	0.6%
30843	1	0.6%
18513	1	0.6%
7504	1	0.6%
3918	1	0.6%
11085	1	0.6%
15180	1	0.6%
1610	1	0.6%
36169	1	0.6%
11848	1	0.6%
26695	1	0.6%
25670	1	0.6%
37913	1	0.6%
39236	1	0.6%
28227	1	0.6%
16477	1	0.6%
40915	1	0.6%
12540	1	0.6%
27744	1	0.6%
Other values (155)	155	86.1%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.6%
282	1	0.6%
495	1	0.6%
777	1	0.6%
991	1	0.6%
1191	1	0.6%
1393	1	0.6%
1610	1	0.6%
1892	1	0.6%
2174	1	0.6%

Value	Count	Frequency (%)
41581	1	0.6%
41378	1	0.6%
41197	1	0.6%
40915	1	0.6%
40708	1	0.6%
40502	1	0.6%
40295	1	0.6%
40013	1	0.6%
39731	1	0.6%
39449	1	0.6%

Continent
Categorical

Distinct	6
Distinct (%)	3.3%
Missing	0
Missing (%)	0.0%
Memory size	1.5 KiB

Africa	54
Europe	45
Asia	42
North America	23
South America	12

Value	Count	Frequency (%)
Africa	54	30.0%
Europe	45	25.0%
Asia	42	23.3%
North America	23	12.8%
South America	12	6.7%
Oceania	4	2.2%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	13
Median length	6
Mean length	6.916666667
Min length	4

Overview of Unicode Properties

Unique unicode characters	20
Unique unicode categories	3 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
r	157	12.6%
a	139	11.2%
i	135	10.8%
A	131	10.5%
c	93	7.5%
e	84	6.7%
o	80	6.4%
u	57	4.6%
f	54	4.3%
E	45	3.6%
p	45	3.6%
s	42	3.4%
t	35	2.8%
h	35	2.8%
	35	2.8%
m	35	2.8%
N	23	1.8%
S	12	1.0%
O	4	0.3%
n	4	0.3%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	995	79.9%
Uppercase Letter	215	17.3%
Space Separator	35	2.8%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
A	131	60.9%
E	45	20.9%
N	23	10.7%
S	12	5.6%
O	4	1.9%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
r	157	15.8%
a	139	14.0%
i	135	13.6%
c	93	9.3%
e	84	8.4%
o	80	8.0%
u	57	5.7%
f	54	5.4%
p	45	4.5%
s	42	4.2%
t	35	3.5%
h	35	3.5%
m	35	3.5%
n	4	0.4%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	35	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1210	97.2%
Common	35	2.8%

Most frequent Latin characters

Value	Count	Frequency (%)
r	157	13.0%
a	139	11.5%
i	135	11.2%
A	131	10.8%
c	93	7.7%
e	84	6.9%
o	80	6.6%
u	57	4.7%
f	54	4.5%
E	45	3.7%
p	45	3.7%
s	42	3.5%
t	35	2.9%
h	35	2.9%
m	35	2.9%
N	23	1.9%
S	12	1.0%
O	4	0.3%
n	4	0.3%

Most frequent Common characters

Value	Count	Frequency (%)
	35	100.0%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1245	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
r	157	12.6%
a	139	11.2%
i	135	10.8%
A	131	10.5%
c	93	7.5%
e	84	6.7%
o	80	6.4%
u	57	4.6%
f	54	4.3%
E	45	3.6%
p	45	3.6%
s	42	3.4%
t	35	2.8%
h	35	2.8%
	35	2.8%
m	35	2.8%
N	23	1.8%
S	12	1.0%
O	4	0.3%
n	4	0.3%

Country
Categorical

UNIQUE

Distinct	180
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Memory size	1.5 KiB

United Kingdom	1
Seychelles	1
Turkey	1
Russia	1
Ireland	1
Other values (175)	175

Common Values
Overview

Value	Count	Frequency (%)
United Kingdom	1	0.6%
Seychelles	1	0.6%
Turkey	1	0.6%
Russia	1	0.6%
Ireland	1	0.6%
Mexico	1	0.6%
Hungary	1	0.6%
Luxembourg	1	0.6%
Burkina Faso	1	0.6%
Brazil	1	0.6%
Bhutan	1	0.6%
Israel	1	0.6%
Sri Lanka	1	0.6%
Palestine	1	0.6%
Papua New Guinea	1	0.6%
Pakistan	1	0.6%
Mauritius	1	0.6%
Fiji	1	0.6%
Greece	1	0.6%
Belgium	1	0.6%
South Africa	1	0.6%
Rwanda	1	0.6%
Estonia	1	0.6%
Tanzania	1	0.6%
Croatia	1	0.6%
Other values (155)	155	86.1%

Frequencies of value counts

Unique

Unique	180 ?
Unique (%)	100.0%

Histogram of lengths of the category

Length

Max length	30
Median length	7
Mean length	8.422222222
Min length	3

Overview of Unicode Properties

Unique unicode characters	55
Unique unicode categories	5 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
a	229	15.1%
i	134	8.8%
n	119	7.8%
e	111	7.3%
r	82	5.4%
o	76	5.0%
u	58	3.8%
t	56	3.7%
l	52	3.4%
d	48	3.2%
	46	3.0%
s	41	2.7%
g	31	2.0%
m	31	2.0%
b	29	1.9%
S	28	1.8%
c	27	1.8%
h	23	1.5%
B	19	1.3%
p	19	1.3%
C	18	1.2%
y	18	1.2%
M	17	1.1%
A	15	1.0%
G	14	0.9%
Other values (30)	175	11.5%

Most occurring categories

Value	Count	Frequency (%)
Lowercase Letter	1240	81.8%
Uppercase Letter	220	14.5%
Space Separator	46	3.0%
Other Punctuation	9	0.6%
Dash Punctuation	1	0.1%

Most frequent Uppercase Letter characters

Value	Count	Frequency (%)
S	28	12.7%
B	19	8.6%
C	18	8.2%
M	17	7.7%
A	15	6.8%
G	14	6.4%
L	12	5.5%
R	11	5.0%
N	10	4.5%
P	10	4.5%
I	9	4.1%
T	9	4.1%
E	8	3.6%
K	7	3.2%
U	7	3.2%
D	5	2.3%
H	4	1.8%
F	4	1.8%
V	4	1.8%
J	3	1.4%
Z	3	1.4%
O	1	0.5%
Q	1	0.5%
Y	1	0.5%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
a	229	18.5%
i	134	10.8%
n	119	9.6%
e	111	9.0%
r	82	6.6%
o	76	6.1%
u	58	4.7%
t	56	4.5%
l	52	4.2%
d	48	3.9%
s	41	3.3%
g	31	2.5%
m	31	2.5%
b	29	2.3%
c	27	2.2%
h	23	1.9%
p	19	1.5%
y	18	1.5%
z	13	1.0%
w	11	0.9%
v	10	0.8%
k	10	0.8%
j	4	0.3%
f	3	0.2%
q	3	0.2%

Most frequent Space Separator characters

Value	Count	Frequency (%)
	46	100.0%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
.	6	66.7%
,	2	22.2%
'	1	11.1%

Most frequent Dash Punctuation characters

Value	Count	Frequency (%)
-	1	100.0%

Most occurring scripts

Value	Count	Frequency (%)
Latin	1460	96.3%
Common	56	3.7%

Most frequent Latin characters

Value	Count	Frequency (%)
a	229	15.7%
i	134	9.2%
n	119	8.2%
e	111	7.6%
r	82	5.6%
o	76	5.2%
u	58	4.0%
t	56	3.8%
l	52	3.6%
d	48	3.3%
s	41	2.8%
g	31	2.1%
m	31	2.1%
b	29	2.0%
S	28	1.9%
c	27	1.8%
h	23	1.6%
B	19	1.3%
p	19	1.3%
C	18	1.2%
y	18	1.2%
M	17	1.2%
A	15	1.0%
G	14	1.0%
z	13	0.9%
Other values (25)	152	10.4%

Most frequent Common characters

Value	Count	Frequency (%)
	46	82.1%
.	6	10.7%
,	2	3.6%
'	1	1.8%
-	1	1.8%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1516	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
a	229	15.1%
i	134	8.8%
n	119	7.8%
e	111	7.3%
r	82	5.4%
o	76	5.0%
u	58	3.8%
t	56	3.7%
l	52	3.4%
d	48	3.2%
	46	3.0%
s	41	2.7%
g	31	2.0%
m	31	2.0%
b	29	1.9%
S	28	1.8%
c	27	1.8%
h	23	1.5%
B	19	1.3%
p	19	1.3%
C	18	1.2%
y	18	1.2%
M	17	1.1%
A	15	1.0%
G	14	0.9%
Other values (30)	175	11.5%

Population_Density
Real number (ℝ_≥0)

Distinct	165
Distinct (%)	91.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%

Mean	359.0886667
Minimum	2.11
Maximum	26300
Zeros	0
Zeros (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	2.11
5-th percentile	4.492
Q1	34.825
median	85.3
Q3	208
95-th percentile	628.05
Maximum	26300
Range	26297.89
Interquartile range (IQR)	173.175

Descriptive statistics

Standard deviation	2056.723956
Coefficient of variation (CV)	5.727621468
Kurtosis	144.4765355
Mean	359.0886667
Median Absolute Deviation (MAD)	59.95
Skewness	11.67292666
Sum	64635.96
Variance	4230113.432
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
137	3	1.7%
16.2	2	1.1%
203	2	1.1%
4.15	2	1.1%
240	2	1.1%
83	2	1.1%
111	2	1.1%
18.3	2	1.1%
103	2	1.1%
123	2	1.1%
273	2	1.1%
16.5	2	1.1%
19.8	2	1.1%
115	2	1.1%
238	1	0.6%
98.5	1	0.6%
242	1	0.6%
38.4	1	0.6%
52.5	1	0.6%
1800	1	0.6%
34	1	0.6%
94.5	1	0.6%
347	1	0.6%
206	1	0.6%
51.6	1	0.6%
Other values (140)	140	77.8%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
2.11	1	0.6%
3.09	1	0.6%
3.32	1	0.6%
3.4	1	0.6%
3.76	1	0.6%
3.91	1	0.6%
4	1	0.6%
4.15	2	1.1%
4.51	1	0.6%
6.96	1	0.6%

Value	Count	Frequency (%)
26300	1	0.6%
8360	1	0.6%
2240	1	0.6%
1800	1	0.6%
1380	1	0.6%
1270	1	0.6%
847	1	0.6%
668	1	0.6%
667	1	0.6%
626	1	0.6%

Fertility_Rate
Real number (ℝ_≥0)

MISSING

Distinct	134
Distinct (%)	77.0%
Missing	6
Missing (%)	3.3%
Infinite	0
Infinite (%)	0.0%

Mean	2.649137931
Minimum	1.23
Maximum	7
Zeros	0
Zeros (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	1.23
5-th percentile	1.42
Q1	1.7325
median	2.155
Q3	3.47
95-th percentile	5.175
Maximum	7
Range	5.77
Interquartile range (IQR)	1.7375

Descriptive statistics

Standard deviation	1.238361239
Coefficient of variation (CV)	0.4674581964
Kurtosis	0.3732175691
Mean	2.649137931
Median Absolute Deviation (MAD)	0.55
Skewness	1.137918631
Sum	460.95
Variance	1.533538559
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.94	5	2.8%
1.42	4	2.2%
2.38	4	2.2%
2	3	1.7%
1.69	3	1.7%
1.95	3	1.7%
1.56	3	1.7%
1.97	3	1.7%
2.73	3	1.7%
1.6	2	1.1%
4.34	2	1.1%
2.41	2	1.1%
2.2	2	1.1%
1.73	2	1.1%
1.7	2	1.1%
2.13	2	1.1%
2.23	2	1.1%
1.49	2	1.1%
1.59	2	1.1%
1.81	2	1.1%
1.77	2	1.1%
1.83	2	1.1%
2.01	2	1.1%
2.35	2	1.1%
3.47	2	1.1%
Other values (109)	111	61.7%
(Missing)	6	3.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.23	1	0.6%
1.24	1	0.6%
1.27	1	0.6%
1.29	1	0.6%
1.3	1	0.6%
1.33	1	0.6%
1.36	1	0.6%
1.42	4	2.2%
1.43	2	1.1%
1.44	1	0.6%

Value	Count	Frequency (%)
7	1	0.6%
5.89	1	0.6%
5.72	1	0.6%
5.7	1	0.6%
5.55	1	0.6%
5.41	1	0.6%
5.38	1	0.6%
5.25	1	0.6%
5.24	1	0.6%
5.14	1	0.6%

GDP_PPP
Real number (ℝ_≥0)

Distinct	167
Distinct (%)	93.3%
Missing	1
Missing (%)	0.6%
Infinite	0
Infinite (%)	0.0%

Mean	19855.7933
Minimum	628
Maximum	116000
Zeros	0
Zeros (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	628
5-th percentile	1492
Q1	4465
median	12800
Q3	29750
95-th percentile	59390
Maximum	116000
Range	115372
Interquartile range (IQR)	25285

Descriptive statistics

Standard deviation	20413.57936
Coefficient of variation (CV)	1.028091855
Kurtosis	3.570569126
Mean	19855.7933
Median Absolute Deviation (MAD)	9890
Skewness	1.715970062
Sum	3554187
Variance	416714222.2
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
10200	3	1.7%
17100	2	1.1%
13200	2	1.1%
32900	2	1.1%
18100	2	1.1%
18200	2	1.1%
16000	2	1.1%
1210	2	1.1%
40400	2	1.1%
11300	2	1.1%
14000	2	1.1%
17700	1	0.6%
8200	1	0.6%
7290	1	0.6%
48900	1	0.6%
34400	1	0.6%
15900	1	0.6%
22700	1	0.6%
2310	1	0.6%
24300	1	0.6%
36200	1	0.6%
14500	1	0.6%
30000	1	0.6%
47300	1	0.6%
36700	1	0.6%
Other values (142)	142	78.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
628	1	0.6%
633	1	0.6%
817	1	0.6%
845	1	0.6%
974	1	0.6%
1130	1	0.6%
1210	2	1.1%
1420	1	0.6%
1500	1	0.6%
1520	1	0.6%

Value	Count	Frequency (%)
116000	1	0.6%
95100	1	0.6%
90500	1	0.6%
75100	1	0.6%
74100	1	0.6%
67500	1	0.6%
65300	1	0.6%
64300	1	0.6%
62000	1	0.6%
59100	1	0.6%

Corruption
Real number (ℝ)

HIGH CORRELATION
MISSING

Distinct	177
Distinct (%)	100.0%
Missing	3
Missing (%)	1.7%
Infinite	0
Infinite (%)	0.0%

Mean	-0.06940283898
Minimum	-1.800085
Maximum	2.21243
Zeros	0
Zeros (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	-1.800085
5-th percentile	-1.4733392
Q1	-0.8228126
median	-0.2712442
Q3	0.5782577
95-th percentile	2.0079732
Maximum	2.21243
Range	4.012515
Interquartile range (IQR)	1.4010703

Descriptive statistics

Standard deviation	1.012634121
Coefficient of variation (CV)	-14.59067289
Kurtosis	-0.4163954688
Mean	-0.06940283898
Median Absolute Deviation (MAD)	0.6309404
Skewness	0.6069606266
Sum	-12.2843025
Variance	1.025427864
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.2164034	1	0.6%
0.5457337	1	0.6%
0.1495421	1	0.6%
0.7688255	1	0.6%
0.5362028	1	0.6%
-0.2114844	1	0.6%
-0.4853567	1	0.6%
0.2460828	1	0.6%
1.843649	1	0.6%
2.009026	1	0.6%
-0.5218667	1	0.6%
-0.021569	1	0.6%
-0.9542972	1	0.6%
0.8498304	1	0.6%
-0.5448154	1	0.6%
1.547376	1	0.6%
2.174696	1	0.6%
-0.5401052	1	0.6%
1.424772	1	0.6%
-0.8736908	1	0.6%
0.2766346	1	0.6%
0.1838712	1	0.6%
-0.317267	1	0.6%
-1.467512	1	0.6%
-0.636465	1	0.6%
Other values (152)	152	84.4%
(Missing)	3	1.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-1.800085	1	0.6%
-1.727954	1	0.6%
-1.637971	1	0.6%
-1.626812	1	0.6%
-1.559684	1	0.6%
-1.552711	1	0.6%
-1.533724	1	0.6%
-1.503398	1	0.6%
-1.496648	1	0.6%
-1.467512	1	0.6%

Value	Count	Frequency (%)
2.21243	1	0.6%
2.174696	1	0.6%
2.174524	1	0.6%
2.147795	1	0.6%
2.139578	1	0.6%
2.089907	1	0.6%
2.087755	1	0.6%
2.00971	1	0.6%
2.009026	1	0.6%
2.00771	1	0.6%

Government_Effectiveness
Real number (ℝ)

HIGH CORRELATION
MISSING

Distinct	176
Distinct (%)	99.4%
Missing	3
Missing (%)	1.7%
Infinite	0
Infinite (%)	0.0%

Mean	-0.04511925085
Minimum	-2.449409
Maximum	2.231474
Zeros	0
Zeros (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	-2.449409
5-th percentile	-1.6237124
Q1	-0.6773402
median	-0.153388
Q3	0.5391499
95-th percentile	1.7468738
Maximum	2.231474
Range	4.680883
Interquartile range (IQR)	1.2164901

Descriptive statistics

Standard deviation	1.005240362
Coefficient of variation (CV)	-22.27963326
Kurtosis	-0.4528773186
Mean	-0.04511925085
Median Absolute Deviation (MAD)	0.6075022
Skewness	0.200465328
Sum	-7.9861074
Variance	1.010508185
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.1956703	2	1.1%
-1.847037	1	0.6%
-0.7608902	1	0.6%
-0.6820061	1	0.6%
-0.568605	1	0.6%
-1.528847	1	0.6%
0.502284	1	0.6%
-0.6060399	1	0.6%
-0.9709232	1	0.6%
-0.6402023	1	0.6%
0.1116198	1	0.6%
-0.2092959	1	0.6%
-0.5705186	1	0.6%
-1.48785	1	0.6%
1.871631	1	0.6%
1.944976	1	0.6%
0.3499596	1	0.6%
-1.457285	1	0.6%
1.208909	1	0.6%
1.716108	1	0.6%
-1.19886	1	0.6%
-1.554787	1	0.6%
0.0217204	1	0.6%
-1.581517	1	0.6%
0.3334411	1	0.6%
Other values (151)	151	83.9%
(Missing)	3	1.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-2.449409	1	0.6%
-2.244354	1	0.6%
-2.19103	1	0.6%
-1.909054	1	0.6%
-1.847037	1	0.6%
-1.727732	1	0.6%
-1.720417	1	0.6%
-1.671169	1	0.6%
-1.639134	1	0.6%
-1.619857	1	0.6%

Value	Count	Frequency (%)
2.231474	1	0.6%
2.039621	1	0.6%
1.984208	1	0.6%
1.944976	1	0.6%
1.887119	1	0.6%
1.871631	1	0.6%
1.850466	1	0.6%
1.830975	1	0.6%
1.778221	1	0.6%
1.739037	1	0.6%

Political_Stability
Real number (ℝ)

Distinct	179
Distinct (%)	100.0%
Missing	1
Missing (%)	0.6%
Infinite	0
Infinite (%)	0.0%

Mean	-0.1350782933
Minimum	-3.002496
Maximum	1.612102
Zeros	0
Zeros (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	-3.002496
5-th percentile	-2.1954071
Q1	-0.69407435
median	-0.0298916
Q3	0.68769605
95-th percentile	1.2104534
Maximum	1.612102
Range	4.614598
Interquartile range (IQR)	1.3817704

Descriptive statistics

Standard deviation	0.9986789275
Coefficient of variation (CV)	-7.393333918
Kurtosis	0.03186854416
Mean	-0.1350782933
Median Absolute Deviation (MAD)	0.6844828
Skewness	-0.6286294094
Sum	-24.1790145
Variance	0.9973596002
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
-0.6669981	1	0.6%
-0.1192975	1	0.6%
0.8540489	1	0.6%
-0.0747498	1	0.6%
0.9109183	1	0.6%
-0.2593005	1	0.6%
0.9791562	1	0.6%
-2.116205	1	0.6%
0.7887995	1	0.6%
-0.8133885	1	0.6%
1.484191	1	0.6%
-0.3318862	1	0.6%
0.3111933	1	0.6%
0.1091348	1	0.6%
0.2771547	1	0.6%
-0.5591016	1	0.6%
0.3821	1	0.6%
0.7504383	1	0.6%
0.2373901	1	0.6%
-1.164931	1	0.6%
0.4869154	1	0.6%
1.140031	1	0.6%
-0.8404424	1	0.6%
0.9175232	1	0.6%
-1.121844	1	0.6%
Other values (154)	154	85.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-3.002496	1	0.6%
-2.74673	1	0.6%
-2.739623	1	0.6%
-2.55586	1	0.6%
-2.441388	1	0.6%
-2.439316	1	0.6%
-2.281261	1	0.6%
-2.267435	1	0.6%
-2.219771	1	0.6%
-2.1927	1	0.6%

Value	Count	Frequency (%)
1.612102	1	0.6%
1.541482	1	0.6%
1.510339	1	0.6%
1.484191	1	0.6%
1.425432	1	0.6%
1.412426	1	0.6%
1.373404	1	0.6%
1.344863	1	0.6%
1.294193	1	0.6%
1.201149	1	0.6%

Rule_of_Law
Real number (ℝ)

HIGH CORRELATION
MISSING

Distinct	177
Distinct (%)	100.0%
Missing	3
Missing (%)	1.7%
Infinite	0
Infinite (%)	0.0%

Mean	-0.08269168362
Minimum	-2.338622
Maximum	2.046279
Zeros	0
Zeros (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	-2.338622
5-th percentile	-1.6723208
Q1	-0.7695495
median	-0.2400078
Q3	0.5333768
95-th percentile	1.811981
Maximum	2.046279
Range	4.384901
Interquartile range (IQR)	1.3029263

Descriptive statistics

Standard deviation	0.9973164957
Coefficient of variation (CV)	-12.0606626
Kurtosis	-0.4325031485
Mean	-0.08269168362
Median Absolute Deviation (MAD)	0.6409153
Skewness	0.3028279321
Sum	-14.636428
Variance	0.9946401927
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1.464224	1	0.6%
0.4127088	1	0.6%
1.140912	1	0.6%
-0.4078089	1	0.6%
-0.4837196	1	0.6%
-1.234043	1	0.6%
0.5592496	1	0.6%
-0.5495973	1	0.6%
0.9573604	1	0.6%
-1.58643	1	0.6%
-2.047868	1	0.6%
0.0263234	1	0.6%
-0.0032823	1	0.6%
-0.6863676	1	0.6%
-0.1286585	1	0.6%
-0.4443496	1	0.6%
0.5991074	1	0.6%
-0.4776694	1	0.6%
0.9939096	1	0.6%
-0.294705	1	0.6%
0.7346737	1	0.6%
1.058505	1	0.6%
-0.5795925	1	0.6%
0.324786	1	0.6%
1.816361	1	0.6%
Other values (152)	152	84.4%
(Missing)	3	1.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
-2.338622	1	0.6%
-2.332786	1	0.6%
-2.047868	1	0.6%
-1.958408	1	0.6%
-1.790394	1	0.6%
-1.78583	1	0.6%
-1.784221	1	0.6%
-1.759291	1	0.6%
-1.687692	1	0.6%
-1.668478	1	0.6%

Value	Count	Frequency (%)
2.046279	1	0.6%
1.965631	1	0.6%
1.931222	1	0.6%
1.895983	1	0.6%
1.876294	1	0.6%
1.875834	1	0.6%
1.844891	1	0.6%
1.833378	1	0.6%
1.816361	1	0.6%
1.810886	1	0.6%

Government_Healthcare_Spend
Real number (ℝ_≥0)

MISSING

Distinct	170
Distinct (%)	100.0%
Missing	10
Missing (%)	5.6%
Infinite	0
Infinite (%)	0.0%

Mean	0.5112119475
Minimum	0.05095819
Maximum	0.9482338
Zeros	0
Zeros (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	0.05095819
5-th percentile	0.135063865
Q1	0.34986995
median	0.5137988
Q3	0.6971453
95-th percentile	0.83304401
Maximum	0.9482338
Range	0.89727561
Interquartile range (IQR)	0.34727535

Descriptive statistics

Standard deviation	0.2201398425
Coefficient of variation (CV)	0.4306234304
Kurtosis	-0.9209722297
Mean	0.5112119475
Median Absolute Deviation (MAD)	0.17560175
Skewness	-0.2328012027
Sum	86.90603107
Variance	0.04846155025
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.7466412	1	0.6%
0.6623089	1	0.6%
0.8944213	1	0.6%
0.7709195	1	0.6%
0.2097863	1	0.6%
0.159387	1	0.6%
0.5185847	1	0.6%
0.1274803	1	0.6%
0.8402403	1	0.6%
0.1669334	1	0.6%
0.3880102	1	0.6%
0.5667335	1	0.6%
0.4420089	1	0.6%
0.1373715	1	0.6%
0.4073576	1	0.6%
0.466018	1	0.6%
0.7181818	1	0.6%
0.8485649	1	0.6%
0.2998447	1	0.6%
0.4895123	1	0.6%
0.334704	1	0.6%
0.7721739	1	0.6%
0.1720455	1	0.6%
0.4187938	1	0.6%
0.6469824	1	0.6%
Other values (145)	145	80.6%
(Missing)	10	5.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.05095819	1	0.6%
0.08197737	1	0.6%
0.08441994	1	0.6%
0.09949007	1	0.6%
0.1185619	1	0.6%
0.1274803	1	0.6%
0.1282263	1	0.6%
0.1324467	1	0.6%
0.1331758	1	0.6%
0.1373715	1	0.6%

Value	Count	Frequency (%)
0.9482338	1	0.6%
0.8944213	1	0.6%
0.8774277	1	0.6%
0.8738701	1	0.6%
0.8547305	1	0.6%
0.8485649	1	0.6%
0.8409252	1	0.6%
0.8402403	1	0.6%
0.8369492	1	0.6%
0.828271	1	0.6%

Urban_Population
Real number (ℝ_≥0)

MISSING

Distinct	103
Distinct (%)	87.3%
Missing	62
Missing (%)	34.4%
Infinite	0
Infinite (%)	0.0%

Mean	0.2528135593
Minimum	0.041
Maximum	1
Zeros	0
Zeros (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	0.041
5-th percentile	0.069775
Q1	0.14325
median	0.2145
Q3	0.317
95-th percentile	0.5829
Maximum	1
Range	0.959
Interquartile range (IQR)	0.17375

Descriptive statistics

Standard deviation	0.1605374318
Coefficient of variation (CV)	0.6350032498
Kurtosis	3.697931997
Mean	0.2528135593
Median Absolute Deviation (MAD)	0.082
Skewness	1.593177179
Sum	29.832
Variance	0.02577226699
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.161	3	1.7%
0.122	3	1.7%
0.322	2	1.1%
0.229	2	1.1%
0.465	2	1.1%
0.429	2	1.1%
0.188	2	1.1%
0.27	2	1.1%
0.244	2	1.1%
0.148	2	1.1%
0.171	2	1.1%
0.302	2	1.1%
0.647	2	1.1%
0.141	1	0.6%
0.26	1	0.6%
0.119	1	0.6%
0.285	1	0.6%
0.096	1	0.6%
0.0986	1	0.6%
0.366	1	0.6%
0.331	1	0.6%
0.294	1	0.6%
0.605	1	0.6%
0.135	1	0.6%
0.155	1	0.6%
Other values (78)	78	43.3%
(Missing)	62	34.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.041	1	0.6%
0.0468	1	0.6%
0.0481	1	0.6%
0.0537	1	0.6%
0.0577	1	0.6%
0.0634	1	0.6%
0.0709	1	0.6%
0.0742	1	0.6%
0.086	1	0.6%
0.0867	1	0.6%

Value	Count	Frequency (%)
1	1	0.6%
0.726	1	0.6%
0.647	2	1.1%
0.609	1	0.6%
0.605	1	0.6%
0.579	1	0.6%
0.504	1	0.6%
0.502	1	0.6%
0.481	1	0.6%
0.475	1	0.6%

Smoking_Prevalence
Real number (ℝ_≥0)

MISSING

Distinct	115
Distinct (%)	83.3%
Missing	42
Missing (%)	23.3%
Infinite	0
Infinite (%)	0.0%

Mean	0.2123188406
Minimum	0.02
Maximum	0.459
Zeros	0
Zeros (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	0.02
5-th percentile	0.06355
Q1	0.13925
median	0.217
Q3	0.27125
95-th percentile	0.3712
Maximum	0.459
Range	0.439
Interquartile range (IQR)	0.132

Descriptive statistics

Standard deviation	0.09354705172
Coefficient of variation (CV)	0.4405970354
Kurtosis	-0.4649750124
Mean	0.2123188406
Median Absolute Deviation (MAD)	0.0705
Skewness	0.203081522
Sum	29.3
Variance	0.008751050885
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.37	3	1.7%
0.289	3	1.7%
0.123	2	1.1%
0.115	2	1.1%
0.14	2	1.1%
0.252	2	1.1%
0.225	2	1.1%
0.256	2	1.1%
0.147	2	1.1%
0.156	2	1.1%
0.228	2	1.1%
0.288	2	1.1%
0.389	2	1.1%
0.203	2	1.1%
0.327	2	1.1%
0.168	2	1.1%
0.218	2	1.1%
0.215	2	1.1%
0.243	2	1.1%
0.267	2	1.1%
0.306	2	1.1%
0.127	1	0.6%
0.296	1	0.6%
0.13	1	0.6%
0.364	1	0.6%
Other values (90)	90	50.0%
(Missing)	42	23.3%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.02	1	0.6%
0.039	1	0.6%
0.044	1	0.6%
0.048	1	0.6%
0.057	1	0.6%
0.058	1	0.6%
0.061	1	0.6%
0.064	1	0.6%
0.071	1	0.6%
0.074	1	0.6%

Value	Count	Frequency (%)
0.459	1	0.6%
0.434	1	0.6%
0.394	1	0.6%
0.393	1	0.6%
0.389	2	1.1%
0.378	1	0.6%
0.37	3	1.7%
0.364	1	0.6%
0.363	1	0.6%
0.352	1	0.6%

Tourism
Real number (ℝ_≥0)

MISSING

Distinct	145
Distinct (%)	99.3%
Missing	34
Missing (%)	18.9%
Infinite	0
Infinite (%)	0.0%

Mean	9147278.904
Minimum	14000
Maximum	89322000
Zeros	0
Zeros (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	14000
5-th percentile	95225
Q1	854250
median	2784000
Q3	10576250
95-th percentile	38705250
Maximum	89322000
Range	89308000
Interquartile range (IQR)	9722000

Descriptive statistics

Standard deviation	15687127.84
Coefficient of variation (CV)	1.714950206
Kurtosis	10.89228908
Mean	9147278.904
Median Absolute Deviation (MAD)	2512500
Skewness	3.120811174
Sum	1335502720
Variance	2.460859798e+14
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1173000	2	1.1%
25832000	1	0.6%
11720000	1	0.6%
14104000	1	0.6%
5346000	1	0.6%
1399000	1	0.6%
871000	1	0.6%
1785000	1	0.6%
9246000	1	0.6%
9119000	1	0.6%
11196000	1	0.6%
489000	1	0.6%
347000	1	0.6%
2334000	1	0.6%
2633000	1	0.6%
680000	1	0.6%
573000	1	0.6%
1652000	1	0.6%
375000	1	0.6%
14673000	1	0.6%
1142000	1	0.6%
3224000	1	0.6%
2256000	1	0.6%
3017000	1	0.6%
10926000	1	0.6%
Other values (120)	120	66.7%
(Missing)	34	18.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
14000	1	0.6%
33400	1	0.6%
35900	1	0.6%
57000	1	0.6%
63000	1	0.6%
80000	1	0.6%
84000	1	0.6%
85300	1	0.6%
125000	1	0.6%
140000	1	0.6%

Value	Count	Frequency (%)
89322000	1	0.6%
82773000	1	0.6%
79745920	1	0.6%
62900000	1	0.6%
61567200	1	0.6%
45768000	1	0.6%
41313000	1	0.6%
38881000	1	0.6%
38178000	1	0.6%
36316000	1	0.6%

Women_In_Parliament
Real number (ℝ_≥0)

MISSING

Distinct	164
Distinct (%)	92.7%
Missing	3
Missing (%)	1.7%
Infinite	0
Infinite (%)	0.0%

Mean	0.2361692774
Minimum	0
Maximum	0.6125
Zeros	1
Zeros (%)	0.6%
Memory size	1.5 KiB

Quantile statistics

Minimum	0
5-th percentile	0.05772549
Q1	0.15
median	0.2142857
Q3	0.3088858
95-th percentile	0.46363802
Maximum	0.6125
Range	0.6125
Interquartile range (IQR)	0.1588858

Descriptive statistics

Standard deviation	0.1197742097
Coefficient of variation (CV)	0.5071540676
Kurtosis	-0.0531674551
Mean	0.2361692774
Median Absolute Deviation (MAD)	0.0726708
Skewness	0.5542761457
Sum	41.8019621
Variance	0.01434586131
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.2	4	2.2%
0.25	3	1.7%
0.3	3	1.7%
0.15	2	1.1%
0.2333333	2	1.1%
0.2258064	2	1.1%
0.1232877	2	1.1%
0.1666667	2	1.1%
0.3095238	2	1.1%
0.2436364	1	0.6%
0.1577778	1	0.6%
0.0952381	1	0.6%
0.003322259	1	0.6%
0.02542373	1	0.6%
0.173913	1	0.6%
0.22	1	0.6%
0.2051887	1	0.6%
0.2291667	1	0.6%
0.4083333	1	0.6%
0.3485839	1	0.6%
0.42	1	0.6%
0.3636364	1	0.6%
0.3689567	1	0.6%
0.2583333	1	0.6%
0.3272727	1	0.6%
Other values (139)	139	77.2%
(Missing)	3	1.7%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	1	0.6%
0.003322259	1	0.6%
0.02325581	1	0.6%
0.02542373	1	0.6%
0.03380282	1	0.6%
0.04597701	1	0.6%
0.04615385	1	0.6%
0.046875	1	0.6%
0.05333333	1	0.6%
0.05882353	1	0.6%

Value	Count	Frequency (%)
0.6125	1	0.6%
0.5322314	1	0.6%
0.5307692	1	0.6%
0.5	1	0.6%
0.482	1	0.6%
0.4727794	1	0.6%
0.47	1	0.6%
0.4666667	1	0.6%
0.4642857	1	0.6%
0.4634761	1	0.6%

Obesity_Rate
Real number (ℝ_≥0)

MISSING

Distinct	130
Distinct (%)	73.9%
Missing	4
Missing (%)	2.2%
Infinite	0
Infinite (%)	0.0%

Mean	0.1820340908
Minimum	0.021
Maximum	0.379
Zeros	0
Zeros (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	0.021
5-th percentile	0.0515
Q1	0.08775
median	0.202
Q3	0.24625
95-th percentile	0.31775
Maximum	0.379
Range	0.358
Interquartile range (IQR)	0.1585

Descriptive statistics

Standard deviation	0.08893117079
Coefficient of variation (CV)	0.4885412969
Kurtosis	-1.081833978
Mean	0.1820340908
Median Absolute Deviation (MAD)	0.0675
Skewness	-0.08745829229
Sum	32.03799998
Variance	0.007908753139
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
0.231	4	2.2%
0.202	4	2.2%
0.189	3	1.7%
0.058	3	1.7%
0.199	3	1.7%
0.166	3	1.7%
0.197	3	1.7%
0.053	3	1.7%
0.086	3	1.7%
0.103	2	1.1%
0.278	2	1.1%
0.227	2	1.1%
0.066	2	1.1%
0.283	2	1.1%
0.206	2	1.1%
0.061	2	1.1%
0.223	2	1.1%
0.241	2	1.1%
0.064	2	1.1%
0.221	2	1.1%
0.096	2	1.1%
0.246	2	1.1%
0.261	2	1.1%
0.055	2	1.1%
0.289	2	1.1%
Other values (105)	115	63.9%
(Missing)	4	2.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0.021	1	0.6%
0.036	1	0.6%
0.039	2	1.1%
0.041	1	0.6%
0.043	1	0.6%
0.045	1	0.6%
0.047	1	0.6%
0.05	1	0.6%
0.052	1	0.6%
0.053	3	1.7%

Value	Count	Frequency (%)
0.379	1	0.6%
0.362	1	0.6%
0.355	1	0.6%
0.354	1	0.6%
0.351	1	0.6%
0.325	1	0.6%
0.321	1	0.6%
0.32	2	1.1%
0.317	1	0.6%
0.316	1	0.6%

Year
Categorical

MISSING

Distinct	1
Distinct (%)	0.6%
Missing	7
Missing (%)	3.9%
Memory size	1.5 KiB

2019	173

Value	Count	Frequency (%)
2019	173	96.1%
(Missing)	7	3.9%

Frequencies of value counts

Unique

Unique	0 ?
Unique (%)	0.0%

Histogram of lengths of the category

Length

Max length	6
Median length	6
Mean length	5.883333333
Min length	3

Overview of Unicode Properties

Unique unicode characters	7
Unique unicode categories	3 ?
Unique unicode scripts	2 ?
Unique unicode blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Most occurring characters

Value	Count	Frequency (%)
0	346	32.7%
2	173	16.3%
1	173	16.3%
9	173	16.3%
.	173	16.3%
n	14	1.3%
a	7	0.7%

Most occurring categories

Value	Count	Frequency (%)
Decimal Number	865	81.7%
Other Punctuation	173	16.3%
Lowercase Letter	21	2.0%

Most frequent Decimal Number characters

Value	Count	Frequency (%)
0	346	40.0%
2	173	20.0%
1	173	20.0%
9	173	20.0%

Most frequent Other Punctuation characters

Value	Count	Frequency (%)
.	173	100.0%

Most frequent Lowercase Letter characters

Value	Count	Frequency (%)
n	14	66.7%
a	7	33.3%

Most occurring scripts

Value	Count	Frequency (%)
Common	1038	98.0%
Latin	21	2.0%

Most frequent Common characters

Value	Count	Frequency (%)
0	346	33.3%
2	173	16.7%
1	173	16.7%
9	173	16.7%
.	173	16.7%

Most frequent Latin characters

Value	Count	Frequency (%)
n	14	66.7%
a	7	33.3%

Most occurring blocks

Value	Count	Frequency (%)
ASCII	1059	100.0%

Most frequent ASCII characters

Value	Count	Frequency (%)
0	346	32.7%
2	173	16.3%
1	173	16.3%
9	173	16.3%
.	173	16.3%
n	14	1.3%
a	7	0.7%

Diabetes Prevelance % of Population 20-79
Real number (ℝ_≥0)

MISSING

Distinct	83
Distinct (%)	48.0%
Missing	7
Missing (%)	3.9%
Infinite	0
Infinite (%)	0.0%

Mean	7.616763006
Minimum	1
Maximum	22.1
Zeros	0
Zeros (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	1
5-th percentile	2.4
Q1	5.1
median	6.6
Q3	9.6
95-th percentile	15.6
Maximum	22.1
Range	21.1
Interquartile range (IQR)	4.5

Descriptive statistics

Standard deviation	3.900507858
Coefficient of variation (CV)	0.512095211
Kurtosis	1.705526714
Mean	7.616763006
Median Absolute Deviation (MAD)	2.1
Skewness	1.144541437
Sum	1317.7
Variance	15.21396155
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.4	11	6.1%
6	9	5.0%
6.1	8	4.4%
4.5	7	3.9%
9	5	2.8%
5.1	5	2.8%
5	4	2.2%
7	4	2.2%
9.2	4	2.2%
6.9	4	2.2%
11.6	4	2.2%
5.8	3	1.7%
5.4	3	1.7%
5.6	3	1.7%
5.7	3	1.7%
7.3	3	1.7%
8.8	3	1.7%
10.4	3	1.7%
9.6	3	1.7%
13.5	2	1.1%
5.9	2	1.1%
8.6	2	1.1%
6.6	2	1.1%
4.8	2	1.1%
12.3	2	1.1%
Other values (58)	72	40.0%
(Missing)	7	3.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1	1	0.6%
1.8	1	0.6%
1.9	1	0.6%
2.4	11	6.1%
2.5	2	1.1%
3.1	2	1.1%
3.2	1	0.6%
3.3	1	0.6%
3.8	1	0.6%
3.9	2	1.1%

Value	Count	Frequency (%)
22.1	1	0.6%
22	1	0.6%
19.9	1	0.6%
17.2	1	0.6%
17.1	1	0.6%
16.7	1	0.6%
16.3	1	0.6%
15.8	1	0.6%
15.6	2	1.1%
14.7	1	0.6%

Labour Force Total
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	167
Distinct (%)	100.0%
Missing	13
Missing (%)	7.2%
Infinite	0
Infinite (%)	0.0%

Mean	20422471.75
Minimum	56676
Maximum	781074570
Zeros	0
Zeros (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	56676
5-th percentile	224401.2
Q1	1625735
median	4978166
Q3	13304032
95-th percentile	65659431.4
Maximum	781074570
Range	781017894
Interquartile range (IQR)	11678297

Descriptive statistics

Standard deviation	73574776.57
Coefficient of variation (CV)	3.602638186
Kurtosis	79.19732275
Mean	20422471.75
Median Absolute Deviation (MAD)	4074983
Skewness	8.447991625
Sum	3410552782
Variance	5.413247747e+15
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
6734980	1	0.6%
5995556	1	0.6%
8079230	1	0.6%
4776602	1	0.6%
8545537	1	0.6%
14387604	1	0.6%
799652	1	0.6%
3700152	1	0.6%
6840917	1	0.6%
178514	1	0.6%
4720629	1	0.6%
23120097	1	0.6%
1457292	1	0.6%
2818011	1	0.6%
610685	1	0.6%
16885875	1	0.6%
57364650	1	0.6%
10699797	1	0.6%
25946128	1	0.6%
33368843	1	0.6%
2184551	1	0.6%
3527065	1	0.6%
24690588	1	0.6%
1488632	1	0.6%
3808740	1	0.6%
Other values (142)	142	78.9%
(Missing)	13	7.2%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
56676	1	0.6%
71899	1	0.6%
100322	1	0.6%
155296	1	0.6%
178514	1	0.6%
216860	1	0.6%
217284	1	0.6%
217840	1	0.6%
223593	1	0.6%
226287	1	0.6%

Value	Count	Frequency (%)
781074570	1	0.6%
494261426	1	0.6%
165890069	1	0.6%
134776525	1	0.6%
106500838	1	0.6%
73943766	1	0.6%
73025684	1	0.6%
70009461	1	0.6%
68139088	1	0.6%
59873566	1	0.6%

Population
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	172
Distinct (%)	100.0%
Missing	8
Missing (%)	4.4%
Infinite	0
Infinite (%)	0.0%

Mean	44012474.48
Minimum	71808
Maximum	1397715000
Zeros	0
Zeros (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	71808
5-th percentile	327883.4
Q1	2924757
median	10185555.5
Q3	32089946
95-th percentile	135134631.7
Maximum	1397715000
Range	1397643192
Interquartile range (IQR)	29165189

Descriptive statistics

Standard deviation	153483082.6
Coefficient of variation (CV)	3.4872632
Kurtosis	67.10892129
Mean	44012474.48
Median Absolute Deviation (MAD)	8889405
Skewness	7.920356201
Sum	7570145611
Variance	2.355705665e+16
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1326590	1	0.6%
82913906	1	0.6%
10285453	1	0.6%
8574832	1	0.6%
211049527	1	0.6%
2657637	1	0.6%
108116615	1	0.6%
9321018	1	0.6%
47076781	1	0.6%
11694719	1	0.6%
1394973	1	0.6%
889953	1	0.6%
11263077	1	0.6%
6777452	1	0.6%
126264931	1	0.6%
2854191	1	0.6%
10716322	1	0.6%
215056	1	0.6%
36471769	1	0.6%
15946876	1	0.6%
112078730	1	0.6%
287025	1	0.6%
58005463	1	0.6%
83132799	1	0.6%
18952038	1	0.6%
Other values (147)	147	81.7%
(Missing)	8	4.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
71808	1	0.6%
77142	1	0.6%
97118	1	0.6%
97625	1	0.6%
110589	1	0.6%
112003	1	0.6%
182790	1	0.6%
215056	1	0.6%
287025	1	0.6%
361313	1	0.6%

Value	Count	Frequency (%)
1397715000	1	0.6%
1366417754	1	0.6%
328239523	1	0.6%
270625568	1	0.6%
216565318	1	0.6%
211049527	1	0.6%
200963599	1	0.6%
163046161	1	0.6%
144373535	1	0.6%
127575529	1	0.6%

Population Aged 65 and above % of Total
Real number (ℝ_≥0)

MISSING

Distinct	170
Distinct (%)	100.0%
Missing	10
Missing (%)	5.6%
Infinite	0
Infinite (%)	0.0%

Mean	9.095506672
Minimum	1.156549456
Maximum	28.00204928
Zeros	0
Zeros (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	1.156549456
5-th percentile	2.435345257
Q1	3.313903764
median	6.816177807
Q3	15.03044278
95-th percentile	20.62556164
Maximum	28.00204928
Range	26.84549982
Interquartile range (IQR)	11.71653902

Descriptive statistics

Standard deviation	6.514732166
Coefficient of variation (CV)	0.7162583021
Kurtosis	-0.7111993601
Mean	9.095506672
Median Absolute Deviation (MAD)	3.933280927
Skewness	0.7586270769
Sum	1546.236134
Variance	42.44173519
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2.902140675	1	0.6%
2.518809729	1	0.6%
10.03501286	1	0.6%
15.19212107	1	0.6%
5.415255608	1	0.6%
9.880435323	1	0.6%
5.782567617	1	0.6%
2.596711426	1	0.6%
8.726283826	1	0.6%
2.887347591	1	0.6%
2.947736623	1	0.6%
11.47219302	1	0.6%
21.94147013	1	0.6%
2.723649908	1	0.6%
6.44638912	1	0.6%
10.83880576	1	0.6%
17.20115117	1	0.6%
16.23099033	1	0.6%
16.70499039	1	0.6%
2.863260455	1	0.6%
9.677419355	1	0.6%
22.35669072	1	0.6%
3.044064128	1	0.6%
20.15841271	1	0.6%
7.273291633	1	0.6%
Other values (145)	145	80.6%
(Missing)	10	5.6%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.156549456	1	0.6%
1.523163117	1	0.6%
1.962550187	1	0.6%
2.115314738	1	0.6%
2.19934175	1	0.6%
2.312095315	1	0.6%
2.407287537	1	0.6%
2.42382671	1	0.6%
2.424508808	1	0.6%
2.448589805	1	0.6%

Value	Count	Frequency (%)
28.00204928	1	0.6%
23.01213665	1	0.6%
22.35669072	1	0.6%
22.14064462	1	0.6%
21.94147013	1	0.6%
21.56299232	1	0.6%
21.25296727	1	0.6%
20.86013523	1	0.6%
20.81717275	1	0.6%
20.39137028	1	0.6%

Urban Population
Real number (ℝ_≥0)

HIGH CORRELATION
MISSING

Distinct	172
Distinct (%)	100.0%
Missing	8
Missing (%)	4.4%
Infinite	0
Infinite (%)	0.0%

Mean	24497877.47
Minimum	23800
Maximum	842933962
Zeros	0
Zeros (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	23800
5-th percentile	169696.1
Q1	1839284.25
median	5621299
Q3	16739502
95-th percentile	90142355.65
Maximum	842933962
Range	842910162
Interquartile range (IQR)	14900217.75

Descriptive statistics

Standard deviation	78969669.29
Coefficient of variation (CV)	3.223531075
Kurtosis	73.76489147
Mean	24497877.47
Median Absolute Deviation (MAD)	4800484
Skewness	7.928008851
Sum	4213634924
Variance	6.236208667e+15
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
1949694	1	0.6%
6328948	1	0.6%
2890084	1	0.6%
9213048	1	0.6%
5194416	1	0.6%
4694702	1	0.6%
741944	1	0.6%
1616550	1	0.6%
50975903	1	0.6%
3199301	1	0.6%
3712273	1	0.6%
337711	1	0.6%
339110	1	0.6%
5626433	1	0.6%
27783368	1	0.6%
916024	1	0.6%
2362644	1	0.6%
1747593	1	0.6%
3850231	1	0.6%
208912	1	0.6%
4418218	1	0.6%
55908316	1	0.6%
4207083	1	0.6%
60987417	1	0.6%
34280	1	0.6%
Other values (147)	147	81.7%
(Missing)	8	4.4%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
23800	1	0.6%
34280	1	0.6%
40765	1	0.6%
50830	1	0.6%
55762	1	0.6%
58185	1	0.6%
67873	1	0.6%
89431	1	0.6%
158277	1	0.6%
179039	1	0.6%

Value	Count	Frequency (%)
842933962	1	0.6%
471031528	1	0.6%
270663028	1	0.6%
183241641	1	0.6%
151509724	1	0.6%
115782416	1	0.6%
107683889	1	0.6%
102806948	1	0.6%
102626859	1	0.6%
79927762	1	0.6%

Death Rate Per 1000 (2017)
Real number (ℝ_≥0)

MISSING

Distinct	161
Distinct (%)	94.2%
Missing	9
Missing (%)	5.0%
Infinite	0
Infinite (%)	0.0%

Mean	7.757730994
Minimum	1.169
Maximum	15.5
Zeros	0
Zeros (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	1.169
5-th percentile	4.304
Q1	5.854
median	7.293
Q3	9.4795
95-th percentile	12.959
Maximum	15.5
Range	14.331
Interquartile range (IQR)	3.6255

Descriptive statistics

Standard deviation	2.744546757
Coefficient of variation (CV)	0.3537821509
Kurtosis	0.3225349611
Mean	7.757730994
Median Absolute Deviation (MAD)	1.732
Skewness	0.5450943033
Sum	1326.572
Variance	7.532536904
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
9.1	3	1.7%
6.5	2	1.1%
8.044	2	1.1%
10.7	2	1.1%
9.9	2	1.1%
9.2	2	1.1%
14.8	2	1.1%
5	2	1.1%
8.638	2	1.1%
7.339	1	0.6%
10.592	1	0.6%
8.18	1	0.6%
6.72	1	0.6%
2.601	1	0.6%
8.8	1	0.6%
5.845	1	0.6%
7.16	1	0.6%
7.21	1	0.6%
6.076	1	0.6%
6.554	1	0.6%
5.394	1	0.6%
7.558	1	0.6%
4.681	1	0.6%
2.368	1	0.6%
5.014	1	0.6%
Other values (136)	136	75.6%
(Missing)	9	5.0%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
1.169	1	0.6%
1.429	1	0.6%
2.368	1	0.6%
2.462	1	0.6%
2.601	1	0.6%
2.883	1	0.6%
3.446	1	0.6%
3.843	1	0.6%
4.263	1	0.6%
4.345	1	0.6%

Value	Count	Frequency (%)
15.5	1	0.6%
14.8	2	1.1%
14.656	1	0.6%
14.5	1	0.6%
14.2	1	0.6%
13.5	1	0.6%
13.3	1	0.6%
13	1	0.6%
12.918	1	0.6%
12.671	1	0.6%

PM2.5 air pollution, mean annual exposure (micrograms per cubic meter) (2017)
Real number (ℝ_≥0)

MISSING

Distinct	173
Distinct (%)	100.0%
Missing	7
Missing (%)	3.9%
Infinite	0
Infinite (%)	0.0%

Mean	28.36060508
Minimum	5.861331001
Maximum	99.73437372
Zeros	0
Zeros (%)	0.0%
Memory size	1.5 KiB

Quantile statistics

Minimum	5.861331001
5-th percentile	7.641269144
Q1	15.92604819
median	22.40081712
Q3	37.9265032
95-th percentile	67.94400637
Maximum	99.73437372
Range	93.87304272
Interquartile range (IQR)	22.00045501

Descriptive statistics

Standard deviation	19.25361149
Coefficient of variation (CV)	0.6788857796
Kurtosis	2.501458767
Mean	28.36060508
Median Absolute Deviation (MAD)	9.51429865
Skewness	1.558937723
Sum	4906.384679
Variance	370.7015554
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
34.7787001	1	0.6%
25.10953834	1	0.6%
8.550324401	1	0.6%
22.25167109	1	0.6%
32.38850491	1	0.6%
19.92866362	1	0.6%
28.57837427	1	0.6%
40.6958259	1	0.6%
48.03019868	1	0.6%
23.01189211	1	0.6%
18.76557991	1	0.6%
16.75071194	1	0.6%
43.75725947	1	0.6%
23.09438618	1	0.6%
50.45600689	1	0.6%
94.05381768	1	0.6%
11.90908085	1	0.6%
26.0624902	1	0.6%
11.81496362	1	0.6%
16.25103271	1	0.6%
7.795820799	1	0.6%
17.90177229	1	0.6%
16.03580871	1	0.6%
19.49315376	1	0.6%
35.55745292	1	0.6%
Other values (148)	148	82.2%
(Missing)	7	3.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
5.861331001	1	0.6%
5.903065468	1	0.6%
5.956001129	1	0.6%
6.18466509	1	0.6%
6.428383133	1	0.6%
6.481147263	1	0.6%
6.732124015	1	0.6%
6.956519803	1	0.6%
7.409441662	1	0.6%
7.795820799	1	0.6%

Value	Count	Frequency (%)
99.73437372	1	0.6%
94.05381768	1	0.6%
91.18732793	1	0.6%
90.87321047	1	0.6%
87.94544668	1	0.6%
86.99945205	1	0.6%
72.79309622	1	0.6%
71.79817438	1	0.6%
70.81620768	1	0.6%
66.0292055	1	0.6%

PM2.5 air pollution, population exposed to levels exceeding WHO guideline value (% of total) (2017)
Real number (ℝ_≥0)

MISSING
ZEROS

Distinct	60
Distinct (%)	34.7%
Missing	7
Missing (%)	3.9%
Infinite	0
Infinite (%)	0.0%

Mean	88.92870066
Minimum	0
Maximum	100
Zeros	6
Zeros (%)	3.3%
Memory size	1.5 KiB

Quantile statistics

Minimum	0
5-th percentile	3.519160577
Q1	98.31562394
median	100
Q3	100
95-th percentile	100
Maximum	100
Range	100
Interquartile range (IQR)	1.68437606

Descriptive statistics

Standard deviation	27.23932646
Coefficient of variation (CV)	0.3063052339
Kurtosis	5.083694805
Mean	88.92870066
Median Absolute Deviation (MAD)	0
Skewness	-2.547905389
Sum	15384.66521
Variance	741.9809057
Monotocity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
100	109	60.6%
0	6	3.3%
91.609329	1	0.6%
97.43255692	1	0.6%
99.99829446	1	0.6%
3.636487382	1	0.6%
99.96292629	1	0.6%
76.76150823	1	0.6%
92.10462898	1	0.6%
94.777214	1	0.6%
99.05830825	1	0.6%
99.49102528	1	0.6%
99.93366243	1	0.6%
66.53324903	1	0.6%
0.274091679	1	0.6%
89.17435643	1	0.6%
56.91445611	1	0.6%
99.91344262	1	0.6%
90.53734381	1	0.6%
71.63674766	1	0.6%
99.96611573	1	0.6%
16.00835663	1	0.6%
2.0438378	1	0.6%
99.90269513	1	0.6%
68.77562274	1	0.6%
Other values (35)	35	19.4%
(Missing)	7	3.9%

Minimum 5 values
Maximum 5 values

Value	Count	Frequency (%)
0	6	3.3%
0.274091679	1	0.6%
2.0438378	1	0.6%
3.34317037	1	0.6%
3.636487382	1	0.6%
10.28521579	1	0.6%
16.00835663	1	0.6%
17.82445949	1	0.6%
22.38574466	1	0.6%
24.89358377	1	0.6%

Value	Count	Frequency (%)
100	109	60.6%
99.99999999	1	0.6%
99.99913202	1	0.6%
99.99829446	1	0.6%
99.98817732	1	0.6%
99.98352171	1	0.6%
99.96611573	1	0.6%
99.96292629	1	0.6%
99.95523503	1	0.6%
99.93366243	1	0.6%

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

First rows

	df_index	Continent	Country	Population_Density	Fertility_Rate	GDP_PPP	Corruption	Government_Effectiveness	Political_Stability	Rule_of_Law	Government_Healthcare_Spend	Urban_Population	Smoking_Prevalence	Tourism	Women_In_Parliament	Obesity_Rate	Year	Diabetes Prevelance % of Population 20-79	Labour Force Total	Population	Population Aged 65 and above % of Total	Urban Population	Death Rate Per 1000 (2017)	PM2.5 air pollution, mean annual exposure (micrograms per cubic meter) (2017)	PM2.5 air pollution, population exposed to levels exceeding WHO guideline value (% of total) (2017)
0	0	Asia	Afghanistan	59.60	4.04	1800.0	-1.496648	-1.457285	-2.746730	-1.668478	0.050958	0.1080	NaN	NaN	0.278689	0.055	2019.0	9.2	10699797.0	38041754.0	2.615794	9797273.0	6.575	56.910808	100.000000
1	282	Europe	Albania	105.00	1.70	13200.0	-0.521867	0.114788	0.382100	-0.392243	NaN	NaN	0.287	5340000.0	0.295082	0.217	2019.0	9.0	1313923.0	2854191.0	14.202631	1747593.0	7.714	18.200603	100.000000
2	495	Africa	Algeria	18.40	2.54	14000.0	-0.636465	-0.443925	-0.793785	-0.775309	0.659547	0.0634	0.156	2657000.0	0.257576	0.274	2019.0	6.7	12303926.0	43053054.0	6.552778	31510100.0	4.717	38.884011	100.000000
3	777	Europe	Andorra	164.00	NaN	55000.0	1.238614	1.944976	1.425432	1.607738	0.490320	NaN	0.335	3042000.0	0.464286	0.256	2019.0	7.7	NaN	77142.0	NaN	67873.0	NaN	10.307621	17.824459
4	991	Africa	Angola	26.40	5.41	5440.0	-1.144541	-1.052086	-0.319035	-1.048023	0.462786	0.2530	NaN	218000.0	0.300000	0.082	2019.0	4.5	13164276.0	31825295.0	2.199342	21061025.0	8.432	32.388505	100.000000
5	1191	North America	Antigua and Barbuda	223.00	2.01	25000.0	0.276635	-0.006010	0.726143	0.393326	0.470350	NaN	NaN	269000.0	0.111111	0.189	2019.0	13.1	NaN	97118.0	9.054964	23800.0	6.316	18.622343	100.000000
6	1393	South America	Argentina	16.50	2.23	17100.0	-0.083468	0.025988	0.019932	-0.240008	0.724321	0.4290	0.218	6942000.0	0.401575	0.283	2019.0	5.9	20772672.0	44938712.0	11.243108	41339571.0	7.616	13.311834	93.852825
7	1610	Europe	Armenia	104.00	1.59	10200.0	-0.349113	-0.024339	-0.418780	-0.150026	0.132447	0.3660	0.241	1652000.0	0.234849	0.202	2019.0	6.1	1303565.0	2957731.0	11.483668	1869848.0	9.862	32.528118	100.000000
8	1892	Oceania	Australia	3.32	1.81	45800.0	1.806201	1.596495	0.976574	1.715279	0.689129	0.6090	0.147	9246000.0	0.304636	0.290	2019.0	5.6	13414956.0	25364307.0	15.921202	21844756.0	6.500	8.550324	24.893584
9	2174	Europe	Austria	109.00	1.54	47300.0	1.596262	1.453342	0.917523	1.875834	0.723925	0.2160	0.296	30816000.0	0.393443	0.201	2019.0	6.6	4613292.0	8877067.0	19.075606	5194416.0	9.500	12.477967	85.051538

Last rows

	df_index	Continent	Country	Population_Density	Fertility_Rate	GDP_PPP	Corruption	Government_Effectiveness	Political_Stability	Rule_of_Law	Government_Healthcare_Spend	Urban_Population	Smoking_Prevalence	Tourism	Women_In_Parliament	Obesity_Rate	Year	Diabetes Prevelance % of Population 20-79	Labour Force Total	Population	Population Aged 65 and above % of Total	Urban Population	Death Rate Per 1000 (2017)	PM2.5 air pollution, mean annual exposure (micrograms per cubic meter) (2017)	PM2.5 air pollution, population exposed to levels exceeding WHO guideline value (% of total) (2017)
170	39449	Asia	United Arab Emirates	118.0	1.69	65300.0	1.151608	1.431291	0.743238	0.806448	0.719739	0.6050	0.289	21286000.0	0.500000	0.317	2019.0	16.3	6840917.0	9770529.0	1.156549	8479744.0	1.429	40.917510	100.000000
171	39731	Europe	United Kingdom	281.0	1.87	40700.0	1.826577	1.341884	0.048718	1.638637	0.794118	0.2700	0.223	36316000.0	0.320000	0.278	2019.0	3.9	34530463.0	66834405.0	18.508696	55908316.0	9.200	10.472690	66.533249
172	40013	North America	United States	36.2	1.89	57500.0	1.323218	1.576998	0.477461	1.453255	0.501581	0.4650	0.218	79745920.0	0.234339	0.362	2019.0	10.8	165890069.0	328239523.0	16.209606	270663028.0	8.638	7.409442	3.343170
173	40295	South America	Uruguay	19.8	1.95	21300.0	1.265534	0.558215	1.046509	0.599107	0.708348	0.5040	0.168	3469000.0	0.191919	0.279	2019.0	7.3	1762838.0	3461734.0	14.941240	3303394.0	9.461	9.274883	22.385745
174	40502	Asia	Uzbekistan	78.7	2.18	6790.0	-1.068714	-0.547083	-0.283422	-1.073632	0.432995	0.0742	0.126	5346000.0	0.160000	0.166	2019.0	6.5	15555948.0	33580650.0	4.595216	16935729.0	5.000	28.455901	100.000000
175	40708	South America	Venezuela	32.2	2.23	9050.0	-1.467512	-1.581517	-1.343512	-2.338622	0.159387	0.3310	NaN	NaN	0.221557	0.256	2019.0	7.0	12364879.0	28515829.0	7.610990	25162368.0	6.814	17.008554	99.933662
176	40915	Asia	Vietnam	314.0	1.94	7350.0	-0.485357	-0.003445	0.203266	-0.003282	0.486229	0.1730	0.228	15498000.0	0.267207	0.021	2019.0	6.0	57364650.0	96462106.0	7.553673	35332140.0	6.253	29.626728	100.000000
177	41197	Asia	Yemen	56.5	3.61	2330.0	-1.637971	-2.244354	-3.002496	-1.790394	NaN	0.0986	0.184	NaN	0.003322	0.171	2019.0	5.4	6734980.0	29161922.0	2.902141	10869523.0	5.978	50.456007	100.000000
178	41378	Africa	Zambia	24.7	4.76	3650.0	-0.656137	-0.559209	0.141994	-0.344939	0.386330	0.1480	0.138	1072000.0	0.179641	0.081	2019.0	4.5	7401485.0	17861030.0	2.115315	7871713.0	6.633	27.438035	100.000000
179	41581	Africa	Zimbabwe	38.4	3.47	2410.0	-1.235616	-1.198860	-0.707054	-1.273630	0.516158	0.1040	0.158	2580000.0	0.318518	0.155	2019.0	1.8	7039493.0	14645468.0	2.980608	4717305.0	8.044	22.251671	100.000000

Overview

Variables

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most frequent Space Separator characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Uppercase Letter characters

Most frequent Lowercase Letter characters

Most frequent Space Separator characters

Most frequent Other Punctuation characters

Most frequent Dash Punctuation characters

Most occurring scripts

Most frequent Latin characters

Most frequent Common characters

Most occurring blocks

Most frequent ASCII characters

Most occurring characters

Most occurring categories

Most frequent Decimal Number characters

Most frequent Other Punctuation characters

Most frequent Lowercase Letter characters

Most occurring scripts

Most frequent Common characters

Most frequent Latin characters

Most occurring blocks

Most frequent ASCII characters

Interactions

Correlations

Pearson's r

Spearman's ρ

Kendall's τ

Phik (φk)

Missing values

Sample

First rows

Last rows